Changeflow GovPing Telecom & Technology Access Networks with Machine Learning
Routine Notice Added Final

Access Networks with Machine Learning

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Published March 25th, 2026
Detected April 2nd, 2026
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Summary

The European Patent Office published patent EP4515727A1 for Deepsig Inc., covering machine learning methods for telecommunications access networks. The patent names Timothy O'Shea, Jonathan Corgan, Nitin Nair, Nathan West, James Shea, and Timothy Newman as inventors. No compliance obligations or deadlines are associated with this patent publication.

What changed

The EPO published European patent application EP4515727A1 for Deepsig Inc. on March 25, 2026. The patent covers machine learning methods applied to access networks, with IPC classifications including G06N 3/09, G06N 3/0464, and G06N 3/045 (neural networks and deep learning), and H04L 25/02, H04L 25/03, H04L 27/26 (telecommunications). The designated states cover major European economies including Germany, France, the United Kingdom, Italy, Spain, and the Netherlands.

Technology companies and telecommunications firms developing AI/ML solutions for network infrastructure should review this patent for Freedom to Operate considerations. Patent owners should evaluate filing strategies in national jurisdictions. This publication does not create any compliance obligations or deadlines for third parties.

Source document (simplified)

← EPO Patent Bulletin

ACCESS NETWORKS WITH MACHINE LEARNING

Publication EP4515721A1 Kind: A1 Mar 25, 2026

Applicants

Deepsig Inc.

Inventors

O'SHEA, Timothy James, CORGAN, Jonathan, NAIR, Nitin, WEST, Nathan, SHEA, James, NEWMAN, Timothy

IPC Classifications

H04L 25/02 20060101AFI20260218BHEP H04L 25/03 20060101ALI20260218BHEP H04L 27/26 20060101ALI20260218BHEP G06N 3/09 20230101ALI20260218BHEP G06N 3/0464 20230101ALI20260218BHEP G06N 3/045 20230101ALI20260218BHEP G06N 3/048 20230101ALN20260218BHEP

Designated States

AL, AT, BE, BG, CH, CY, CZ, DE, DK, EE, ES, FI, FR, GB, GR, HR, HU, IE, IS, IT, LI, LT, LU, LV, MC, ME, MK, MT, NL, NO, PL, PT, RO, RS, SE, SI, SK, SM, TR

View original document →

Classification

Agency
EPO
Published
March 25th, 2026
Instrument
Notice
Legal weight
Non-binding
Stage
Final
Change scope
Minor
Document ID
EP4515727A1

Who this affects

Applies to
Technology companies
Industry sector
5112 Software & Technology 5170 Telecommunications
Activity scope
Patent Filing
Geographic scope
European Union EU

Taxonomy

Primary area
Intellectual Property
Operational domain
Legal
Topics
Artificial Intelligence Telecommunications

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